Pith Number

pith:MLAKXYO3

pith:2023:MLAKXYO3HC4RYJFZ7GF6VGDNNZ

not attested not anchored not stored refs pending

Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine

Chris White, Dean Carignan, Eric Horvitz, Harsha Nori, Hoifung Poon, Jonathan Larson, Naoto Usuyama, Nicholas King, Nicolo Fusi, Renqian Luo, Richard Edgar, Robert Osazuwa Ness, Scott Mayer McKinney, Sheng Zhang, Tao Qin, Weishung Liu, Yin Tat Lee, Yuanzhi Li

arxiv:2311.16452 v1 · 2023-11-28 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MLAKXYO3HC4RYJFZ7GF6VGDNNZ}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

33 papers in Pith

LLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial Observability

FaithMed: Training LLMs For Faithful Evidence-Based Medical Reasoning

Small LLMs for Biomedical Claim Verification: Cost-Effective Fine-Tuning, Structural Dataset Shortcuts, and Cross-Domain Generalization

Search-Time Contamination in Deep Research Agents: Measuring Performance Inflation in Public Benchmark Evaluation

Towards Unified and Data-Efficient Prognostics and Health Management with Tabular Foundation Models

Receipt and verification

First computed	2026-07-05T07:17:41.918145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62c0abe1db38b91c24b9f98bea986d6e6d624f47e95cbe7661a93b964dea44cf

Aliases

arxiv: 2311.16452 · arxiv_version: 2311.16452v1 · doi: 10.48550/arxiv.2311.16452 · pith_short_12: MLAKXYO3HC4R · pith_short_16: MLAKXYO3HC4RYJFZ · pith_short_8: MLAKXYO3

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/MLAKXYO3HC4RYJFZ7GF6VGDNNZ \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 62c0abe1db38b91c24b9f98bea986d6e6d624f47e95cbe7661a93b964dea44cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe4f03c0244f93270b75761aa6664ba926bc87dc0571ea9b8dc48b4d4c9792e0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-28T03:16:12Z",
    "title_canon_sha256": "c43f47bb5c1efefa513a9db8c154cefacf0570a60d27dd871c0887f477adf065"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.16452",
    "kind": "arxiv",
    "version": 1
  }
}